Promptify and json_prompt_formatter

Promptify
74
Verified
json_prompt_formatter
43
Emerging
Maintenance 16/25
Adoption 14/25
Maturity 25/25
Community 19/25
Maintenance 10/25
Adoption 3/25
Maturity 18/25
Community 12/25
Stars: 4,572
Forks: 361
Downloads: 62
Commits (30d): 2
Language: Python
License: Apache-2.0
Stars: 1
Forks: 1
Downloads: 9
Commits (30d): 0
Language: Python
License: MIT
No Dependents
No Dependents

About Promptify

promptslab/Promptify

Prompt Engineering | Prompt Versioning | Use GPT or other prompt based models to get structured output. Join our discord for Prompt-Engineering, LLMs and other latest research

Provides task-specific NLP classes (NER, classification, QA, relation extraction) that return type-safe Pydantic models instead of raw text, eliminating parsing brittleness. Abstracts away LLM provider differences through LiteLLM, allowing seamless switching between OpenAI, Anthropic, Ollama, and 100+ other backends with a single model string. Includes built-in evaluation metrics (precision, recall, F1) and cost tracking, plus batch/async processing for production workloads.

About json_prompt_formatter

SemTiOne/json_prompt_formatter

A CLI and Python tool for converting text prompts into structured JSON/JSONL formats. Features 7 built-in templates, batch processing, and handles 1000+ prompts efficiently. Perfect for AI/ML workflows and prompt engineering.

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